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Data science remains one of the most promising and in-demand career pathways for qualified people. Today's effective data professionals recognize that they must go beyond the traditional capabilities of large-scale data analysis, data mining, and programming. Companies recognized the need for data experts competent in organizing and analyzing enormous amounts of data in 2008, and the term "data scientist" was established. Effective data scientists are able to identify relevant questions, collect data from a multitude of different data sources, organize the information, translate results into solutions, and communicate their findings in a way that positively affects business decisions. These skills [...]